{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Otto商品分类——tNSE\n",
    "训练数据\n",
    "\n",
    "Otto数据集是著名电商Otto提供的一个多类商品分类问题，类别数=9. 每个样本有93维数值型特征（整数，可能表示某种事件发生的次数，已经进行过脱敏处理）。 \n",
    "竞赛官网：https://www.kaggle.com/c/otto-group-product-classification-challenge/data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#导入必要的工具包\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>feat_1</th>\n",
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       "      <th>feat_91</th>\n",
       "      <th>feat_92</th>\n",
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       "      <th>target</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Class_1</td>\n",
       "    </tr>\n",
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       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
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       "      <td>6</td>\n",
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       "</table>\n",
       "<p>5 rows × 95 columns</p>\n",
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      ],
      "text/plain": [
       "   id  feat_1  feat_2  feat_3  feat_4  feat_5  feat_6  feat_7  feat_8  feat_9  \\\n",
       "0   1       1       0       0       0       0       0       0       0       0   \n",
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       "2   3       0       0       0       0       0       0       0       1       0   \n",
       "3   4       1       0       0       1       6       1       5       0       0   \n",
       "4   5       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "    ...     feat_85  feat_86  feat_87  feat_88  feat_89  feat_90  feat_91  \\\n",
       "0   ...           1        0        0        0        0        0        0   \n",
       "1   ...           0        0        0        0        0        0        0   \n",
       "2   ...           0        0        0        0        0        0        0   \n",
       "3   ...           0        1        2        0        0        0        0   \n",
       "4   ...           1        0        0        0        0        1        0   \n",
       "\n",
       "   feat_92  feat_93   target  \n",
       "0        0        0  Class_1  \n",
       "1        0        0  Class_1  \n",
       "2        0        0  Class_1  \n",
       "3        0        0  Class_1  \n",
       "4        0        0  Class_1  \n",
       "\n",
       "[5 rows x 95 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取训练数据\n",
    "dpath = './data/'\n",
    "train = pd.read_csv(dpath +\"Otto_train.csv\")\n",
    "\n",
    "#如果要对test做降维，需要和训练数据一期训练模型\n",
    "#TNSE太慢，这里只尝试对训练数据进行降维\n",
    "#test = pd.read_csv(dpath +\"Otto_test.csv\")\n",
    "\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 准备数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "y_train = train['target']   \n",
    "X_train = train.drop([\"id\", \"target\"], axis=1)\n",
    "\n",
    "#X_test = test\n",
    "\n",
    "#用于存储TNSE变换后的特征\n",
    "train_id = train['id']\n",
    "#test_id = test['id']\n",
    "\n",
    "#合成一个总的X，训练数据和测试数据一起进行变换\n",
    "#n_train_samples = X_train.shape[0]\n",
    "#X  = pd.concat((X_train, X_test), axis=0)\n",
    "\n",
    "X = X_train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TNSE降维\n",
    "时间很长,6w样本将近2个小时"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tsne = TSNE(n_components=2, random_state=0)\n",
    "\n",
    "# 模型训练，并得到降维后的表示 \n",
    "X_tsne = tsne.fit_transform(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 保存结果，TNSE降维后的表示可作为特征提取的一部分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#如果训练数据和测试数据一起降维的话，可以通过训练样本数目从X_tsne分离出训练数据和测试数据\n",
    "#X_train_tsne = X_tsne.iloc[0:n_train_samples,:]\n",
    "#X_test_tsne = X_tsne.iloc[n_train_samples:,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#保存TNSE降维后的结果\n",
    "n_components = 2\n",
    "feat_names_tnse = []\n",
    "for i in range(n_components):\n",
    "    feat_names_tnse.append(\"tnse_\" + str(i))\n",
    "\n",
    "y = pd.Series(data = y_train, name = 'target')\n",
    "train_tnse = pd.concat([train_id, pd.DataFrame(columns = feat_names_tnse, data = X_tsne), y], axis = 1)\n",
    "train_tnse.to_csv(dpath +'Otto_FE_train_tnse.csv',index=False,header=True)\n",
    "\n",
    "#如果训练数据和测试数据一起降维的话，可以通过训练样本数目从X_tsne分离出训练数据和测试数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## 在TNSE前两维上显示降维后的数据分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_embedding_TNSE(data, targets, colors, title):\n",
    "    #x_min, x_max = np.min(data, 0), np.max(data, 0)\n",
    "    #data = (data - x_min) / (x_max - x_min)\n",
    "\n",
    "    fig = plt.figure(figsize = (8,8))\n",
    "    ax = fig.add_subplot(1,1,1) \n",
    "    \n",
    "    for target, color in zip(targets,colors):\n",
    "        indicesToKeep = data['target'] == target\n",
    "        ax.scatter(data.loc[indicesToKeep, 'tnse_0']\n",
    "               , data.loc[indicesToKeep, 'tnse_1']\n",
    "               , c = color\n",
    "               , s = 50)\n",
    "    \n",
    "    ax.legend(targets)\n",
    "    ax.grid()\n",
    "    \n",
    "    ax.set_xlabel('TNSE 1', fontsize = 15)\n",
    "    ax.set_ylabel('TNSE 2', fontsize = 15)\n",
    "    ax.set_title(title, fontsize = 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LtJT/12QQdGwSTnSoiXyLjf2ni7EV6Z9HUR1DX5iva+0fCKX5p/juyRHEduuP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lmnZ8prC4NqanvvfYqf9MZ9pJwdw+4uyQFFdfzhd9NECHZH+56EnJ9VdwJZnQuPfsTn7e+v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\nzySmfnAVY+4ZhrVVwzTlT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0gmzzz/9PGPtuAENMzJx6n3rQ0Tph6UiAhiH36I1B3bSM3M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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a133a11d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "targets = []\n",
    "colors = []\n",
    "for i in range(9):\n",
    "    colors.append(plt.cm.Set1(i/ 10.))\n",
    "    targets.append(\"Class_\" + str(i+1))\n",
    "    \n",
    "plot_embedding_TNSE(train_tnse, targets, colors,\"TNSE embedding of Otto Dataset\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "看来默认参数的TNSE性能也一般，不过比PCA还是更有区分性。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
